Deep Learning with R-so88
Deep Learning with R pdf epub mobi txt 电子书 下载 2022
图书介绍
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Francois Chollet & J J... 著
店铺: 澜瑞外文Lanree图书专营店 出版社: Manning Publications ISBN:9781617295546 商品编码:29493356600 包装:平装 外文名称:Deep Learning with R 出版时间:2018-02-09 页数:360 正文语种:英语
图书基本信息
Deep Learning with R
作者: Francois Chollet;J. J. Allaire;
ISBN13: 9781617295546
类型: 平装(简装书)
语种: 英语(English)
出版日期: 2018-02-09
出版社: Manning Publications
页数: 360
重量(克): 544
尺寸: 23.368 x 18.542 x 1.778 cm
商品简介
Summary
Deep Learning with Rintroduces the world of deep learning using the powerful Keras library and its R language interface. The book builds your understanding of deep learning through intuitive explanations and practical examples.
Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.
About the Technology
Machine learning has made remarkable progress in recent years. Deep-learning systems now enable previously impossible smart applications, revolutionizing image recognition and natural-language processing, and identifying complex patterns in data. The Keras deep-learning library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep-learning tasks.
About the Book
Deep Learning with Rintroduces the world of deep learning using the powerful Keras library and its R language interface. Initially written for Python as Deep Learning with Python by Keras creator and Google AI researcher Francois Chollet and adapted for R by RStudio founder J. J. Allaire, this book builds your understanding of deep learning through intuitive explanations and practical examples. You'll practice your new skills with R-based applications in computer vision, natural-language processing, and generative models.
What's Inside
- Deep learning from first principles
- Setting up your own deep-learning environment
- Image classification and generation
- Deep learning for text and sequences
About the Reader
You'll need intermediate R programming skills. No previous experience with machine learning or deep learning is assumed.
About the Authors
Francois Chollet is a deep-learning researcher at Google and the author of the Keras library.
J.J. Allaire is the founder of RStudio and the author of the R interfaces to TensorFlow and Keras.
Table of Contents
- PART 1 - FUNDAMENTALS OF DEEP LEARNING
- What is deep learning?
- Before we begin: the mathematical building blocks of neural networks
- Getting started with neural networks
- Fundamentals of machine learning PART 2 - DEEP LEARNING IN PRACTICE
- Deep learning for computer vision
- Deep learning for text and sequences
- Advanced deep-learning best practices
- Generative deep learning
- Conclusions
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